{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "24a64277",
      "metadata": {
        "id": "24a64277"
      },
      "outputs": [],
      "source": [
        "# Import libraries\n",
        "import sys, os\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import string\n",
        "import matplotlib.pyplot as plt\n",
        "from matplotlib import font_manager, rc, patches\n",
        "import matplotlib\n",
        "from collections import Counter\n",
        "from sklearn import linear_model\n",
        "from collections.abc import Iterable\n",
        "import seaborn as sns\n",
        "import geopandas as gpd\n",
        "import re\n",
        "import math\n",
        "rc('font', family='Arial')\n",
        "plt.rcParams['axes.unicode_minus']=False\n",
        "\n",
        "import warnings\n",
        "warnings.filterwarnings(action='ignore')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "2ffab81d",
      "metadata": {
        "id": "2ffab81d"
      },
      "outputs": [],
      "source": [
        "# 16 Provinces\n",
        "provinces = ['GW', 'GG', 'SU', 'IC', 'CB', 'CN', 'DJ', 'GB', 'GN', 'DG', 'US', 'BS', 'JB', 'JN', 'GJ', 'JJ']"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "50850866",
      "metadata": {
        "id": "50850866"
      },
      "source": [
        "# Figure 4 a"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "cc4f1e08",
      "metadata": {
        "id": "cc4f1e08"
      },
      "outputs": [],
      "source": [
        "datalab = pd.read_excel('./NAVER DataLab.xlsx', index_col=0)\n",
        "datalab.index = pd.to_datetime(datalab.index)\n",
        "\n",
        "gt = pd.read_csv('./Google Trends.csv', index_col=0)\n",
        "gt.index = pd.to_datetime(gt.index)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "fe6cdbcd",
      "metadata": {
        "id": "fe6cdbcd",
        "outputId": "d306a8c8-a3de-4e4b-f29c-5b28d6413ffe"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x300 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.rc('font', size=18, family='Arial')\n",
        "fig, ax = plt.subplots(figsize=(10, 3))\n",
        "ax.tick_params(axis='y', length=7, color='#000000', width=1.5, labelcolor='#000000')\n",
        "ax.tick_params(axis='x', length=7, color='#000000', width=1.5, labelcolor='#000000')\n",
        "ax.bar(gt.index, gt['Drought: (South Korea)'], width=6.8, facecolor='none', edgecolor='black', linewidth=1.5, align='edge')\n",
        "ax.plot(datalab, color='#008000', linewidth=3) # #2DB400\n",
        "ax.set_xlim(pd.to_datetime('2022-03-01'), pd.to_datetime('2023-06-01'))\n",
        "ax.set_xticks(pd.date_range('2022-03-01', '2023-05-01', freq='2MS') )\n",
        "ax.set_xticklabels((pd.date_range('2022-03-01', '2023-05-01', freq='2MS')).strftime('%b %Y'), fontsize=15)\n",
        "ax.set_ylabel('Internet Search Volume [%]', fontsize=15)\n",
        "ax.set_ylim(0, 100)\n",
        "\n",
        "ax.spines['top'].set_linewidth(1.5)\n",
        "ax.spines['bottom'].set_linewidth(1.5)\n",
        "ax.spines['left'].set_linewidth(1.5)\n",
        "ax.spines['right'].set_linewidth(1.5)\n",
        "\n",
        "ax.legend(['NAVER', 'Google', ], fontsize=15, frameon=False, loc=2)\n",
        "\n",
        "plt.savefig('./Figure4a.png', dpi=400, bbox_inches='tight', transparent=False)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "a35a7bf7",
      "metadata": {
        "id": "a35a7bf7"
      },
      "source": [
        "## Figure 4 b"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "da45ee8f",
      "metadata": {
        "id": "da45ee8f"
      },
      "outputs": [],
      "source": [
        "# Import daily numbers of posts\n",
        "\n",
        "# NAVER\n",
        "naver_daily = pd.read_csv('./NAVER_daily.csv', index_col=0)\n",
        "naver_daily.index = pd.to_datetime(naver_daily.index)\n",
        "# Twitter/X\n",
        "twitter_daily = pd.read_csv('./Twitter_daily.csv', index_col=0)\n",
        "twitter_daily.index = pd.to_datetime(twitter_daily.index)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "114433db",
      "metadata": {
        "id": "114433db",
        "outputId": "90e4ec4d-f45b-4287-ee1c-2f38618e754c"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x300 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.rc('font', size=18, family='Arial')\n",
        "fig, ax = plt.subplots(figsize=(10, 3), sharex=True)\n",
        "\n",
        "# Plot NAVER\n",
        "ax.plot(naver_daily.loc[pd.date_range('2022-03-15', '2023-05-15'), 'total_count_daily'], color='#2DB400', linewidth=2.5, alpha=1)\n",
        "ax.set_ylim(-0.15, 150)\n",
        "ax.set_yticks([0, 30, 60, 90, 120, 150])\n",
        "ax.set_yticklabels([0, 3, 6, 9, 12, 15])\n",
        "\n",
        "ax1 = ax.twinx()\n",
        "\n",
        "# Plot Twitter/X\n",
        "ax1.plot(twitter_daily.loc[pd.date_range('2022-03-15', '2023-05-15'), 'total_count_daily'], color='#000000', linewidth=2.5)\n",
        "ax1.set_ylim(-1, 50000)\n",
        "ax1.set_yticks([0, 10000, 20000, 30000, 40000, 50000])\n",
        "ax1.set_yticklabels([0, 10, 20, 30, 40, 50])\n",
        "\n",
        "# Ticker setting\n",
        "ax.tick_params(axis='y', length=7, color='#2DB400', width=1.5, labelcolor='#2DB400')\n",
        "ax1.tick_params(axis='y', length=7, color='#000000', width=1.5, labelcolor='#000000')\n",
        "ax.tick_params(axis='x', length=7, color='#000000', width=1.5, labelcolor='#000000')\n",
        "ax.set_xlim(pd.to_datetime('2022-03-15'), pd.to_datetime('2023-05-15'))\n",
        "ax.set_xticks(pd.date_range('2022-03-01', '2023-05-01', freq='2MS'))\n",
        "ax.set_xticklabels(['Mar 2022', 'May 2022', 'Jul 2022', 'Sep 2022', 'Nov 2022', 'Jan 2023', 'Mar 2023', 'May 2023'], fontsize=15)\n",
        "ax1.set_ylabel('News ' + r'$\\mathregular{({\\times} 10)}$', color='#2DB400', rotation=270, labelpad=55, fontweight='semibold')\n",
        "ax.set_ylabel('Twitter/X ' + r'$\\mathregular{({\\times} 1,000)}$', color='#000000', rotation=90, labelpad=35, fontweight='semibold')\n",
        "\n",
        "# Define national drought (I) and regional drought (II)\n",
        "ax.fill_betweenx(y=[0, 150], x1=pd.to_datetime('2022-05-01'), x2=pd.to_datetime('2022-06-30'), facecolor='grey', alpha=0.2, zorder=0)\n",
        "plt.figtext(s='(I)', x=0.26, y=0.8, fontsize=20, fontweight='semibold')\n",
        "ax.fill_betweenx(y=[0, 150], x1=pd.to_datetime('2023-02-01'), x2=pd.to_datetime('2023-03-31'), facecolor='grey', alpha=0.2, zorder=0)\n",
        "plt.figtext(s='(II)', x=0.7475, y=0.8, fontsize=20, fontweight='semibold')\n",
        "\n",
        "# Ticker setting\n",
        "ax.yaxis.set_ticks_position('right')\n",
        "ax1.yaxis.set_ticks_position('left')\n",
        "\n",
        "# Set frame widths and colors\n",
        "ax.spines['top'].set_linewidth(1.5)\n",
        "ax.spines['bottom'].set_linewidth(1.5)\n",
        "ax.spines['left'].set_linewidth(1.5)\n",
        "ax.spines['right'].set_linewidth(1.5)\n",
        "ax.spines['right'].set_color('#2DB400')\n",
        "ax.spines['left'].set_color('#000000')\n",
        "\n",
        "ax1.spines['top'].set_linewidth(1.5)\n",
        "ax1.spines['bottom'].set_linewidth(1.5)\n",
        "ax1.spines['left'].set_linewidth(1.5)\n",
        "ax1.spines['right'].set_linewidth(1.5)\n",
        "ax1.spines['right'].set_color('#2DB400')\n",
        "ax1.spines['left'].set_color('#000000')\n",
        "\n",
        "# Save image\n",
        "plt.savefig('./Figure4b.jpg', dpi=400, bbox_inches='tight', transparent=True)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "7ea536a6",
      "metadata": {
        "scrolled": true,
        "id": "7ea536a6",
        "outputId": "2b078dea-68f2-4fdf-bd3c-74631b304522"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 900x350 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.rc('font', size=20, family='Arial')\n",
        "fig, ax = plt.subplots(figsize=(9, 3.5), sharex=True)\n",
        "\n",
        "# Plot NAVER\n",
        "ax.plot(naver_daily.loc[pd.date_range('2022-05-01', '2022-06-30'), 'total_count_daily'], color='#2DB400', linewidth=3, alpha=1)\n",
        "ax.set_ylim(-0.15, 150)\n",
        "ax.set_yticks([0, 30, 60, 90, 120, 150])\n",
        "ax.set_yticklabels([0, 3, 6, 9, 12, 15])\n",
        "\n",
        "ax1 = ax.twinx()\n",
        "\n",
        "# Plot Twitter/X\n",
        "ax1.plot(twitter_daily.loc[pd.date_range('2022-05-01', '2022-06-30'), 'total_count_daily'], color='#000000', linewidth=3)\n",
        "ax1.set_ylim(-1, 50000)\n",
        "ax1.set_yticks([0, 10000, 20000, 30000, 40000, 50000])\n",
        "ax1.set_yticklabels([0, 10, 20, 30, 40, 50])\n",
        "\n",
        "# Ticker setting\n",
        "ax.tick_params(axis='y', length=10, color='#2DB400', width=2, labelcolor='#2DB400')\n",
        "ax1.tick_params(axis='y', length=10, color='#000000', width=2, labelcolor='#000000')\n",
        "ax.set_xlim(pd.to_datetime('2022-05-01'), pd.to_datetime('2022-06-30'))\n",
        "ax.set_xticks(pd.date_range('2022-05-01', '2022-06-30', freq='10d'))\n",
        "ax.set_xticklabels(pd.date_range('2022-05-01', '2022-06-30', freq='10d').strftime('%#d %b'))\n",
        "ax1.set_ylabel('News ' + r'$\\mathregular{({\\times} 10)}$', color='#2DB400', rotation=270, labelpad=55, fontweight='semibold')\n",
        "ax.set_ylabel('Twitter/X ' + r'$\\mathregular{({\\times} 1,000)}$', color='#000000', rotation=90, labelpad=35, fontweight='semibold')\n",
        "ax.yaxis.set_ticks_position('right')\n",
        "ax1.yaxis.set_ticks_position('left')\n",
        "\n",
        "# Set frame widths and colors\n",
        "ax.spines['top'].set_linewidth(1.5)\n",
        "ax.spines['bottom'].set_linewidth(1.5)\n",
        "ax.spines['left'].set_linewidth(1.5)\n",
        "ax.spines['right'].set_linewidth(1.5)\n",
        "ax.spines['right'].set_color('#2DB400')\n",
        "ax.spines['left'].set_color('#000000')\n",
        "\n",
        "ax1.spines['top'].set_linewidth(2)\n",
        "ax1.spines['bottom'].set_linewidth(2)\n",
        "ax1.spines['left'].set_linewidth(2)\n",
        "ax1.spines['right'].set_linewidth(2)\n",
        "ax1.spines['right'].set_color('#2DB400')\n",
        "ax1.spines['left'].set_color('#000000')\n",
        "\n",
        "plt.figtext(s='(I)', x=0.5, y=0.74, fontsize=32, fontweight='semibold')\n",
        "\n",
        "# Save image\n",
        "plt.savefig('./Figure4b-2.png', dpi=400, bbox_inches='tight', transparent=True)\n",
        "plt.show()"
      ]
    }
  ],
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